Pith Number

pith:CRAAJNME

pith:2025:CRAAJNMEU4RKAUBMPB2ZIMO4NH

not attested not anchored not stored refs pending

Bias as a Virtue: Rethinking Generalization under Distribution Shifts

Jiahui Xiao, Ruixuan Chen, Wentao Li, Xiaonan Wang, Yimin Tang, Yuchen Li

arxiv:2506.00407 v1 · 2025-05-31 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CRAAJNMEU4RKAUBMPB2ZIMO4NH}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T11:13:34.248194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

144004b584a722a0502c78759431dc69e56990b6dc36c3c6b6d37c47cb3b797b

Aliases

arxiv: 2506.00407 · arxiv_version: 2506.00407v1 · doi: 10.48550/arxiv.2506.00407 · pith_short_12: CRAAJNMEU4RK · pith_short_16: CRAAJNMEU4RKAUBM · pith_short_8: CRAAJNME

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CRAAJNMEU4RKAUBMPB2ZIMO4NH \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 144004b584a722a0502c78759431dc69e56990b6dc36c3c6b6d37c47cb3b797b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04ee44c54c05dbaef1d678841196f295b408456e8f42ea2afce1b0b121a564c4",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-31T05:54:49Z",
    "title_canon_sha256": "27da7f30a09c4682dcbfcdb113a6bc47ceb906eb2ae7e051c175c0129972311f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.00407",
    "kind": "arxiv",
    "version": 1
  }
}